Responsible and Explainable AI

• Fairness & Bias: Definitions
• DataLab 1: Implicit bias & A Designer's Critical Alphabet
• Fairness & Bias: Individual fairness, debiasing techniques & toolkits
• Fairness & Bias: Group fairness metrics
• DataLab 2: Fairness metrics, and debiasing techniques for image data
• Responsible & Explainable AI
• XAI: The need for explanations!
• Explaining neural networks
• DataLab 1: XAI
• Feature Attribution in Computer Vision
• Moving beyond feature attribution
• DataLab 2: XAI